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The study on GitHub Copilot by GovTech Singapore's Engineering Productivity Programme (EPP) reveals significant potential for AI Code Assistant tools to boost developer productivity and improve application quality in the public sector.…

Software Engineering · Computer Science 2024-09-27 Kevin KB Ng , Liyana Fauzi , Leon Leow , Jaren Ng

Generating hints for incorrect code is a cognitively demanding task that fosters learning and metacognitive development. This study investigates three designs for personalized, scalable, and reflective hint-writing activities within a data…

Human-Computer Interaction · Computer Science 2026-04-23 Anjali Singh , Christopher Brooks , Warren Li , Juho Kim , Xu Wang

Investigation of students' perceptions and opinions on the use of generative artificial intelligence (GenAI) in education is a topic gaining much interest. Studies addressing this are typically conducted with large heterogeneous groups, at…

While programming is one of the most broadly applicable skills in modern society, modern machine learning models still cannot code solutions to basic problems. Despite its importance, there has been surprisingly little work on evaluating…

Artificial intelligence (AI) is being increasingly integrated into human problem-solving, yet its effects on individual skill development remain unclear. We examine how both AI usage and informativeness can shape learning in the context of…

Artificial Intelligence · Computer Science 2026-05-22 Shang Wu , Hongyu Yao , Catarina Belem , Shuyuan Fu , Mark Steyvers , Padhraic Smyth

Recent advancements in language modeling have enabled the translation of natural language into code, and the use of execution feedback to improve code generation. However, these methods often rely heavily on pre-existing test cases, which…

Software Engineering · Computer Science 2024-12-19 Nan Wang , Yafei Liu , Chen Chen , Haonan Lu

Background and Context: Over the past year, large language models (LLMs) have taken the world by storm. In computing education, like in other walks of life, many opportunities and threats have emerged as a consequence. Objectives: In this…

Computers and Society · Computer Science 2023-06-12 Arto Hellas , Juho Leinonen , Sami Sarsa , Charles Koutcheme , Lilja Kujanpää , Juha Sorva

The recent surge in the field of generative artificial intelligence (GenAI) has the potential to bring about transformative changes across a range of sectors, including software engineering and education. As GenAI tools, such as OpenAI's…

Databases · Computer Science 2025-01-08 Manuel Merkel , Jens Dörpinghaus

Background: In times when the ability to program is becoming increasingly important, it is still difficult to teach students to become successful programmers. One remarkable aspect are recent findings from neuro-imaging studies, which…

Computers and Society · Computer Science 2024-02-06 Elisa Madeleine Hartmann , Annabelle Bergum , Dominik Gorgosch , Norman Peitek , Sven Apel , Janet Siegmund

Research on how the popularization of generative Artificial Intelligence (AI) tools impacts learning environments has led to hesitancy among educators to teach these tools in classrooms, creating two observed disconnects. Generative AI…

Computers and Society · Computer Science 2025-11-18 Anya Bardach , Hamilton Murrah

Procrastination causes student stress, reduced learning and performance, and results in very busy help sessions immediately before deadlines. A key challenge is encouraging students to complete assignments earlier rather than waiting until…

Computers and Society · Computer Science 2023-11-28 Kevin Wang , Ramon Lawrence

Generative AI tools hold promise to increase human productivity. This paper presents results from a controlled experiment with GitHub Copilot, an AI pair programmer. Recruited software developers were asked to implement an HTTP server in…

Software Engineering · Computer Science 2023-02-14 Sida Peng , Eirini Kalliamvakou , Peter Cihon , Mert Demirer

We witness an increasing usage of AI-assistants even for routine (classroom) programming tasks. However, the code generated on basis of a so called "prompt" by the programmer does not always meet accepted security standards. On the one…

Software Engineering · Computer Science 2024-08-15 Stefan Goetz , Andreas Schaad

Since manually writing software exploits for offensive security is time-consuming and requires expert knowledge, AI-base code generators are an attractive solution to enhance security analysts' productivity by automatically crafting…

Machine Learning · Computer Science 2024-10-22 Cristina Improta , Pietro Liguori , Roberto Natella , Bojan Cukic , Domenico Cotroneo

AI assistants can help developers by recommending code to be included in their implementations (e.g., suggesting the implementation of a method from its signature). Although useful, these recommendations may mirror copyleft code available…

Software Engineering · Computer Science 2025-02-10 Gaia Colombo , Leonardo Mariani , Daniela Micucci , Oliviero Riganelli

The task of generating code solutions for a given programming problem can benefit from the use of pre-trained language models such as Codex, which can produce multiple diverse samples. However, a major challenge for this task is to select…

Computation and Language · Computer Science 2022-11-24 Bei Chen , Fengji Zhang , Anh Nguyen , Daoguang Zan , Zeqi Lin , Jian-Guang Lou , Weizhu Chen

Recently, deep learning techniques have shown great success in automatic code generation. Inspired by the code reuse, some researchers propose copy-based approaches that can copy the content from similar code snippets to obtain better…

Software Engineering · Computer Science 2023-09-08 Jia Li , Yongmin Li , Ge Li , Zhi Jin , Yiyang Hao , Xing Hu

Generative AI tools, such as AI-generated hints, are increasingly integrated into programming education to offer timely, personalized support. However, little is known about how to effectively leverage these hints while ensuring autonomous…

Computers and Society · Computer Science 2025-12-05 Heeryung Choi , Tung Phung , Mengyan Wu , Adish Singla , Christopher Brooks

The aim of this study is to evaluate the performance of AI-assisted programming in actual mobile development teams that are focused on native mobile languages like Kotlin and Swift. The extensive case study involves 16 participants and 2…

Software Engineering · Computer Science 2023-09-26 Mircea-Serban Vasiliniuc , Adrian Groza

Transitioning from block-based programming to text-based programming environments can be challenging as it requires students to learn new programming language concepts. In this paper, we identify and classify the issues encountered when…

Human-Computer Interaction · Computer Science 2023-02-14 Majeed Kazemitabaar , Viktar Chyhir , David Weintrop , Tovi Grossman
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